This first thing describes: * Run multiple regression

## 
## Call:
## lm(formula = HBover ~ HBzscores[, 2] + HBzscores[, 3] + HBzscores[, 
##     4] + HBzscores[, 5] + HBzscores[, 6] + HBzscores[, 7] + HBzscores[, 
##     8] + HBzscores[, 9] + HBzscores[, 10] + HBzscores[, 11] + 
##     HBzscores[, 12] + HBzscores[, 13] + HBzscores[, 14] + HBzscores[, 
##     15] + HBzscores[, 16] + HBzscores[, 17] + HBzscores[, 18] + 
##     HBzscores[, 19] + HBzscores[, 20] + HBzscores[, 21] + HBzscores[, 
##     22], data = HBzscores)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.084964 -0.032677  0.009034  0.027792  0.078232 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      2.483e-16  3.193e-03   0.000   1.0000    
## HBzscores[, 2]   1.112e-01  4.969e-03  22.386  < 2e-16 ***
## HBzscores[, 3]   4.818e-02  4.490e-03  10.731  < 2e-16 ***
## HBzscores[, 4]   5.199e-02  5.161e-03  10.075  < 2e-16 ***
## HBzscores[, 5]   1.251e-01  6.480e-03  19.305  < 2e-16 ***
## HBzscores[, 6]   4.147e-01  5.433e-03  76.335  < 2e-16 ***
## HBzscores[, 7]   3.833e-02  6.464e-03   5.930 2.23e-08 ***
## HBzscores[, 8]   2.041e-01  4.230e-03  48.236  < 2e-16 ***
## HBzscores[, 9]   4.197e-03  4.204e-03   0.998   0.3199    
## HBzscores[, 10] -4.897e-04  3.870e-03  -0.127   0.8995    
## HBzscores[, 11] -2.596e-03  3.723e-03  -0.697   0.4868    
## HBzscores[, 12] -9.191e-03  4.424e-03  -2.078   0.0396 *  
## HBzscores[, 13] -3.922e-03  3.978e-03  -0.986   0.3258    
## HBzscores[, 14]  3.372e-01  8.096e-03  41.658  < 2e-16 ***
## HBzscores[, 15]  2.605e-01  6.451e-03  40.382  < 2e-16 ***
## HBzscores[, 16]  2.069e-01  5.483e-03  37.737  < 2e-16 ***
## HBzscores[, 17]  7.405e-02  7.601e-03   9.742  < 2e-16 ***
## HBzscores[, 18]  6.711e-02  4.304e-03  15.593  < 2e-16 ***
## HBzscores[, 19]  8.637e-02  6.105e-03  14.147  < 2e-16 ***
## HBzscores[, 20] -2.111e-03  6.555e-03  -0.322   0.7479    
## HBzscores[, 21]  1.084e-02  7.531e-03   1.439   0.1523    
## HBzscores[, 22]  3.745e-02  6.281e-03   5.962 1.91e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04076 on 141 degrees of freedom
## Multiple R-squared:  0.9986, Adjusted R-squared:  0.9983 
## F-statistic:  4664 on 21 and 141 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = HBover ~ HBReduced[, 2] + HBReduced[, 3] + HBReduced[, 
##     4] + HBReduced[, 5] + HBReduced[, 6] + HBReduced[, 7] + HBReduced[, 
##     8] + HBReduced[, 9] + HBReduced[, 10] + HBReduced[, 11] + 
##     HBReduced[, 12] + HBReduced[, 13] + HBReduced[, 14] + HBReduced[, 
##     15], data = HBReduced)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.074403 -0.035235  0.004778  0.032319  0.070294 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     2.478e-16  3.215e-03   0.000        1    
## HBReduced[, 2]  1.125e-01  4.694e-03  23.972  < 2e-16 ***
## HBReduced[, 3]  4.941e-02  4.355e-03  11.348  < 2e-16 ***
## HBReduced[, 4]  5.117e-02  4.989e-03  10.257  < 2e-16 ***
## HBReduced[, 5]  1.198e-01  6.017e-03  19.914  < 2e-16 ***
## HBReduced[, 6]  4.124e-01  4.922e-03  83.776  < 2e-16 ***
## HBReduced[, 7]  4.510e-02  5.282e-03   8.539 1.50e-14 ***
## HBReduced[, 8]  2.051e-01  4.114e-03  49.857  < 2e-16 ***
## HBReduced[, 9]  3.378e-01  7.883e-03  42.849  < 2e-16 ***
## HBReduced[, 10] 2.616e-01  6.399e-03  40.885  < 2e-16 ***
## HBReduced[, 11] 2.041e-01  5.353e-03  38.134  < 2e-16 ***
## HBReduced[, 12] 7.580e-02  7.512e-03  10.092  < 2e-16 ***
## HBReduced[, 13] 6.543e-02  4.220e-03  15.506  < 2e-16 ***
## HBReduced[, 14] 8.773e-02  5.999e-03  14.625  < 2e-16 ***
## HBReduced[, 15] 3.868e-02  5.484e-03   7.053 6.25e-11 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04104 on 148 degrees of freedom
## Multiple R-squared:  0.9985, Adjusted R-squared:  0.9983 
## F-statistic:  6901 on 14 and 148 DF,  p-value: < 2.2e-16

##          OVR       Speed Acceleration   Strength    Agility  Awareness
## 1 -0.2742639  0.85940763   0.75834363 -0.9050525  0.8692270 -0.1254014
## 2  1.9686968  0.11707837   0.18969120  0.2216816  1.0854110  1.4390061
## 3 -0.3454794 -0.03007362  -0.03245889 -0.3367360  0.3257527 -0.4203337
## 4 -0.6316480 -0.46758804  -0.45797671  0.3497857 -0.8438797 -0.5911411
## 5  0.2909551 -0.30646767  -0.25651790  0.6078328 -0.6392099  0.4190757
##     Catching   Carrying   Pass.Block     Jumping       Injury      Stamina
## 1  0.1813938 -0.9323333 -1.070581773  0.49865816 -0.595689026  0.204047654
## 2  0.8732960  1.0153789  0.441645392 -0.19970717  0.320904287  1.020388217
## 3  0.5961770 -0.3958182  0.268634012  0.10285917  0.387221116  0.006072847
## 4 -1.0444549  0.1629935 -0.006416802  0.02897669  0.009057294 -0.774304038
## 5  0.1029917  0.5100964  0.571874482 -0.47792376  0.080942077  0.179734958
##     Toughness   Trucking Elusiveness Ball.Carrier.Vision  Stiff.Arm
## 1 -0.59105285 -1.2619364   0.7928094          -0.2082560 -1.0365654
## 2  0.28258221  0.1120993   1.2295104           1.7595407  0.4402428
## 3 -0.23533387 -0.4569667   0.4231507          -0.2918177 -0.5444458
## 4 -0.02201778  0.6589939  -0.8410227          -0.4757939  0.3346281
## 5  0.62066139  0.7416116  -0.7171338           0.1146079  0.8061688
##     Spin.Move  Juke.Move Spectactular.Catch Catch.In.Traffic Route.Running
## 1  0.54594333  0.8679586        0.337752535       0.05032937    0.03099321
## 2  1.01161859  1.1466867        0.249192711       0.66254479    1.03980431
## 3 -0.33873176  0.1846975        0.745520081       0.53755080    0.40757123
## 4 -0.72319714 -0.7536396       -0.929269510      -1.07461647   -0.88040772
## 5  0.08471267 -0.6554467        0.009392354       0.40315878    0.13023019

##        Speed Acceleration   Strength    Agility   Awareness    Catching
## 1  1.1439626    0.9545825 -0.3359735  0.8463094 -0.25152621  0.07568121
## 2  0.3888629    0.2650098 -1.9451779  1.0417684  0.25391737  0.69910517
## 3 -0.4671724   -0.2881879 -0.3407508  0.1653255 -0.02384465  0.41515813
## 4  0.5110498    0.3541081  0.4877031 -0.4253141 -0.36462945 -0.31103377
## 5 -0.9424751   -0.7828342  0.8970578 -0.6911939  0.44276237 -0.43819977
##     Carrying  Pass.Block    Jumping      Injury     Stamina  Toughness
## 1 -0.7667953 -0.65810510  0.5417592 -0.39169530  0.04459462 -0.6398886
## 2 -0.7044220 -1.23421597  0.0809088 -0.57012840  0.59681246 -0.5942075
## 3 -0.2117056  0.02658116 -0.4903473  0.08468987  0.04987337 -0.1361759
## 4  0.3254462  0.40966388  0.6641030 -0.07299178 -0.30639670 -0.0997806
## 5  0.6417615  0.49419654 -0.5806840  0.48564371 -0.02223239  0.8888677
##     Trucking Elusiveness Ball.Carrier.Vision  Stiff.Arm  Spin.Move
## 1 -1.0148424   0.8605739         -0.31401817 -0.7233606  0.5138352
## 2 -1.7011571   0.7444156          0.34790801 -1.5311531  0.6052664
## 3 -0.4477450   0.4273144          0.07271876 -0.4175145 -0.2181544
## 4  0.7709786  -0.4914273         -0.32058027  0.5283224 -0.2091132
## 5  1.0014500  -0.7519642          0.29756079  0.9753734 -0.1484016
##    Juke.Move Spectactular.Catch Catch.In.Traffic Route.Running
## 1  0.9164744          0.1415051       -0.1670537    -0.3779449
## 2  0.7749334          0.6858178        0.5644963     0.9013697
## 3  0.0901090          0.4702118        0.4634469     0.4803077
## 4 -0.3951004         -0.1714344       -0.2108559    -0.2795431
## 5 -0.5716055         -0.6719715       -0.3842532    -0.3536291

##          OVR       Speed Acceleration   Strength    Agility  Awareness
## 1 -0.1808345  0.78845934   0.90601192 -1.2171608  1.0251206  0.0736326
## 2  2.0296764  0.16306337   0.16702283  0.3099958  1.0452174  1.4010087
## 3 -0.3833739  0.04481623  -0.11795106 -0.1800996  0.1982818 -0.4880053
## 4 -0.8211204 -0.70794660  -0.78771587  0.3187873 -1.0034718 -0.6888487
## 5  0.3310424 -0.11284662   0.03973117  0.7092388 -0.6096750  0.4228190
##     Catching   Carrying   Trucking Elusiveness Ball.Carrier.Vision
## 1  0.3831157 -0.8494173 -1.3385017   0.8405909         -0.15910200
## 2  0.9429239  0.9747338  0.2879925   1.2208678          1.80050234
## 3  0.2237673 -0.4954567 -0.4584448   0.4368555         -0.24406813
## 4 -0.8719065  0.2287771  0.7377676  -1.1543371         -0.57430836
## 5 -0.2107566  0.5376429  0.7472248  -0.6742005          0.05490675
##    Stiff.Arm  Spin.Move  Juke.Move Route.Running
## 1 -1.3041976  0.5054733  0.9383033    0.13848030
## 2  0.6014738  1.0399476  1.1324139    0.99626209
## 3 -0.3597324 -0.2254156  0.2281277    0.17766830
## 4  0.3706151 -1.0219613 -0.9799660   -0.78589548
## 5  0.7899295  0.2648945 -0.6357710   -0.07253201

##        Speed Acceleration   Strength    Agility  Awareness    Catching
## 1 -0.2338492  -0.31062361 -0.1058632  0.1158948 -0.1494567  0.05954546
## 2  0.1232778   0.03409962 -1.6640012  0.9210550  0.3530336  0.62725282
## 3  1.1131862   1.09012981 -0.3950421  0.7366099 -0.5618372  0.16073306
## 4  0.5287432   0.44361965  0.5992156 -0.4227325 -0.1890205 -0.28626566
## 5 -1.0448894  -0.80010366  0.8879842 -0.7859186  0.4653486 -0.30345177
##     Carrying   Trucking Elusiveness Ball.Carrier.Vision  Stiff.Arm
## 1 -0.1162613 -0.1105752   0.4773535           0.1842552 -0.0695352
## 2 -0.4269534 -1.4911800   0.7032501           0.5037802 -1.4226607
## 3 -0.9797089 -1.2000439   0.7589743          -0.7272380 -0.9388596
## 4  0.3073339  0.8093077  -0.7352638          -0.4572286  0.5709497
## 5  0.7189864  1.0667489  -0.7406592           0.3647287  1.0509755
##     Spin.Move  Juke.Move Route.Running
## 1 -0.05086108  0.2393053    0.07067127
## 2  0.38747461  0.7270490    0.62452251
## 3  0.31394977  0.7081341   -0.07898723
## 4 -0.22493526 -0.6824353   -0.26128815
## 5 -0.17567030 -0.5141816   -0.18989775

##      Overall Speed Running Awareness And Receiving Power Running
## 1  0.2266202     0.5879152               0.3268765    -0.5900616
## 2  2.0964849     0.8348459               1.4350559     0.6927257
## 3 -0.9507021     0.5007850              -0.6819479    -1.1098652
## 4 -0.8211204    -0.7711416              -0.7642153     0.3730892
## 5  0.3043243    -0.6561747               0.2344394     0.8101444

##   Speed Running  Awareness And Receiving Power Running
## 1      0.2251098              0.02847012    -0.2535800
## 2      0.6065533              0.57016870    -1.1767220
## 3      1.1131197             -0.23759261    -0.8755271
## 4     -0.1967411             -0.45771916     0.6544603
## 5     -0.9353646              0.20406192     0.7313027

##      Overall Pass Catching Power Running  Awareness Speed Running
## 1 -0.1732120    -0.6964051    -0.6840893 -0.3401022    0.30903799
## 2  1.9298223     0.9780314     0.2015952  1.1233367    1.06261354
## 3 -0.5682728     0.6356959    -1.1348264 -0.6089921    0.05427689
## 4 -0.6918932    -0.7663921     0.6740578 -0.2395951   -0.63901642
## 5  0.4137167     0.2617845     0.6624459  0.4824562   -0.10574425
##   Shiftiness
## 1  0.6163226
## 2  1.2034236
## 3  0.6586220
## 4 -1.1423554
## 5 -0.3852545

##   Pass Catching Power Running  Awareness Speed Running Shiftiness
## 1    -0.7883107    -0.6767317 -0.1256618     0.6624797  0.9282245
## 2     0.7635040    -1.6155037 -0.2660846     0.3878722  0.7302121
## 3     0.3636095    -0.3527974 -0.2884271    -0.1092195  0.3868345
## 4     0.4856345     0.7211306  0.3353202    -0.5515067 -0.9905786
## 5    -0.7010856     0.9863918  0.2244375    -0.0474672 -0.4622765
##                     Speed Running  Awareness And Receiving Power Running
## Tim Hightower         -1.225912725             0.716846671    0.50906605
## Jay Ajayi              0.446904718            -0.180824952   -0.26607977
## Doug Martin           -0.105389349             0.197185530   -0.09179618
## Terrance West          0.260377412            -0.046189363   -0.21418805
## Brandon Bolden        -0.674469165             0.051966924    0.62250224
## Joique Bell           -0.856217128             0.876678554   -0.02046143
## James Starks          -0.191377949             0.342374898   -0.15099695
## Travaris Cadet         0.285052556             0.305629007   -0.59068156
## LaMichael James        1.594649940             0.015529030   -1.61017897
## Matt Asiata           -1.992488615             0.493443814    1.49904480
## DeMarco Murray        -0.241544035             0.506100258   -0.26455622
## Bilal Powell          -0.213320003             0.445706238   -0.23238623
## Adrian Peterson       -0.036994340             0.388854203   -0.35185986
## Ross Scheuerman        1.070425153            -0.771987904   -0.29843725
## Reggie Bush            0.587789482             0.781550733   -1.36934021
## Rex Burkhead           0.047772923             0.473853074   -0.52162600
## Chris Ivory           -1.246304701            -0.071745899    1.31805060
## Matt Forte            -0.389293949             0.640137919   -0.25084397
## Jonas Gray            -1.035215084            -0.435888444    1.47110353
## Marshawn Lynch        -0.731621946             0.487287586    0.24433436
## Mark Ingram           -0.692570388             0.234512214    0.45805817
## Alfred Morris         -1.351241763             0.558100332    0.79314143
## James Wilder Jr.      -1.042809469            -0.564874932    1.60768440
## Fred Jackson          -1.289833556             0.772248852    0.51758470
## Alfred Blue           -0.883864966             0.111951598    0.77191337
## Justin Forsett         0.330621474             0.664192422   -0.99481390
## Carlos Hyde           -0.827306185             0.057621823    0.76968436
## Stepfan Taylor        -1.001059647             0.106328136    0.89473151
## Jamaal Charles         0.456646659             0.797602017   -1.25424868
## Khiry Robinson        -0.752411610             0.001122126    0.75128948
## John Crockett          0.408063029            -0.829150195    0.42108717
## Darren McFadden       -0.857108818             0.499149220    0.35795960
## Zac Stacy             -0.796199013             0.280118676    0.51608034
## Jonathan Stewart       0.308766483             0.109154112   -0.41792059
## Robert Turbin         -0.353927284             0.006303111    0.34762417
## Eddie Lacy            -0.756770384             0.602092548    0.15467784
## Zurlon Tipton         -0.854411875            -0.125779490    0.98019137
## Ka'Deem Carey         -0.539396325             0.181142292    0.35825403
## Silas Redd            -0.115146172            -0.211495648    0.32664182
## Glenn Winston         -0.460151638            -0.654033682    1.11418532
## Alonzo Harris         -0.572643069            -0.816733281    1.38937635
## Tyler Gaffney         -0.493607530            -0.229170130    0.72277766
## Duke Johnson           0.896641105            -0.179253062   -0.71738804
## Kendall Hunter         0.501905581             0.294682286   -0.79658787
## Shaun Draughn         -0.450334346             0.140395538    0.30993881
## Orleans Darkwa        -0.244865257            -0.232134820    0.47700008
## Lance Dunbar           0.896614986             0.215546155   -1.11216114
## Knile Davis           -0.078891374            -0.032855643    0.11174702
## Theo Riddick           0.486048643             0.172205222   -0.65825386
## Chase Reynolds         0.265200336            -0.080910185   -0.18429015
## Darrin Reaves          0.813156035            -0.212610355   -0.60054568
## Jonathan Grimes        0.378021878            -0.203413042   -0.17460884
## Joe Banyard            0.590074390            -0.299936330   -0.29013806
## Antonio Andrews       -1.017910040             0.150487020    0.86742302
## Lache Seastrunk        1.524669414            -0.465455749   -1.05921366
## Cameron Artis-Payne    0.037794372            -0.535960074    0.49816570
## Le'Veon Bell           0.077181814            -0.015272195   -0.06190962
## Latavius Murray       -0.182614670            -0.519550568    0.70216524
## Jerick McKinnon        1.158982384            -0.529982736   -0.62899965
## LeGarrette Blount     -1.238304104             0.187180419    1.05112368
## Shane Vereen           0.208280032             0.630143595   -0.83842363
## Boobie Dixon          -1.380927784             0.235882924    1.14504486
## Montee Ball           -0.483350648            -0.093156399    0.57650705
## Trent Richardson      -0.615624736             0.056483085    0.55914165
## Toby Gerhart          -0.900267837             0.235758388    0.66450945
## Andre Williams        -0.484123488            -0.301276907    0.78540040
## Javorius Allen        -0.086573958            -0.476079884    0.56265384
## Danny Woodhead         0.599762979             0.884484415   -1.48424739
## Jeremy Hill           -0.460287826             0.216445249    0.24384258
## Jeremy Stewart        -0.308178581            -0.270563620    0.57874220
## Antone Smith           1.166377955             0.312496320   -1.47887428
## Joseph Randle          0.030308606             0.218240843   -0.24854945
## Juwan Thompson         0.133252369            -0.439209654    0.30595729
## Lorenzo Taliaferro    -0.518123920            -0.200561279    0.71868520
## Storm Johnson         -0.852624468             0.222713018    0.62991145
## Robert Hughes         -1.323746471             0.305586829    1.01815964
## Jerome Smith          -0.921850952             0.195889771    0.72596118
## Stevan Ridley         -0.763214312             0.256977830    0.50623648
## C.J. Spiller           0.905891398             0.524873498   -1.43076490
## Christine Michael      0.252016951            -0.489691789    0.23767484
## George Atkinson III    0.597342076            -0.706550097    0.10920802
## DuJuan Harris          0.929110229            -0.176903349   -0.75220688
## Josh Harris            0.911082319            -0.300877157   -0.61020516
## Isaiah Crowell        -0.053422625            -0.107995494    0.16141812
## Dri Archer             1.870361672            -0.283451969   -1.58690970
## Taiwan Jones           1.286336785            -0.305822761   -0.98051402
## DeAngelo Williams      0.197128496             0.845957343   -1.04308584
## LeSean McCoy           0.304316820             0.969806940   -1.27412376
## Mike James            -0.306366103            -0.096076345    0.40244245
## Chris Thompson         1.068023281             0.123413606   -1.19143689
## Jordan Todman          0.788605680             0.083406172   -0.87201185
## Melvin Gordon          0.755122379            -0.143365883   -0.61175650
## Cyrus Gray             0.545086267             0.239450722   -0.78453699
## Daryl Richardson       0.962712944             0.297273424   -1.25998637
## Kenjon Barner          1.393651503            -0.054695720   -1.33895578
## Ameer Abdullah         0.992968005             0.035018090   -1.02798610
## Dominique Brown       -0.567812516            -0.420770525    0.98858304
## Mike Gillislee         0.528267142            -0.432358911   -0.09590823
## Josh Robinson         -0.730585620            -0.188529791    0.91911541
## George Winn           -0.089263919            -0.672474097    0.76173802
## Mike Davis            -0.271800122            -0.236599854    0.50839998
## Kenny Hilliard        -0.766467401            -0.369180504    1.13564790
## Kerwynn Williams       0.956039695            -0.064203152   -0.89183654
## Dreamius Smith         0.380870759            -0.999011785    0.61814103
## Ryan Williams          0.397489109             0.186650417   -0.58413953
## Jahwan Edwards        -0.509778413            -0.312259452    0.82203786
## James White            0.412683947            -0.240894650   -0.17178930
## Denard Robinson        0.744956192             0.518478071   -1.26343426
## Senorise Perry         1.040394740            -0.250512880   -0.78988186
## Ronnie Hillman         0.753342193             0.553989010   -1.30733120
## Matt Jones            -0.559856262            -0.695623965    1.25548023
## Tevin Coleman          0.034572018            -0.585159085    0.55058707
## Karlos Williams       -0.031752912            -0.581283634    0.61303655
## David Johnson          0.098832453            -0.406617849    0.30778540
## Chris Polk            -0.955675078             0.304420605    0.65125447
## Todd Gurley            0.173741486            -0.813742822    0.64000134
## Malcolm Brown         -0.358900535            -0.808241528    1.16714206
## Giovani Bernard        0.440493891             0.499383468   -0.93987736
## Lamar Miller           0.456778027             0.208597847   -0.66537587
## Branden Oliver         0.340120788            -0.134243583   -0.20587720
## Andre Ellington        0.381458544             0.536285739   -0.91774428
## Bishop Sankey          0.533389469             0.213793096   -0.74718257
## Edwin Baker           -0.352598996            -0.292417123    0.64501612
## Kapri Bibbs           -0.282577839            -0.310860687    0.59343853
## Bryce Brown            0.258208143            -0.198546819   -0.05966132
## Marion Grice           0.328590973            -0.683960553    0.35536958
## Terrence Magee         0.247662146            -0.980019029    0.73235688
## Jeremy Langford       -0.336558367            -0.447122268    0.78368064
## Frank Gore            -0.985341508             0.881494761    0.10384675
## Zach Zenner           -0.741879589            -0.331958538    1.07383813
## David Cobb            -0.755093329            -0.104404721    0.85949805
## Michael Dyer          -0.680446224            -0.598336548    1.27878277
## Marcus Murphy          0.891969876            -0.105580388   -0.78638949
## T.J. Yeldon            0.221663958            -0.391028921    0.16936496
## Cedric Peerman         0.871937306             0.054975770   -0.92691308
## Charcandrick West      0.938287324            -0.738084157   -0.20020317
## Ryan Mathews          -0.068549338             0.217030599   -0.14848126
## C.J. Anderson         -0.287634128            -0.194228079    0.48186221
## Darren Sproles         0.463984861             1.156966534   -1.62095139
## Bernard Pierce        -0.600744845             0.036184319    0.56456053
## Damien Williams        0.751996532            -0.541039081   -0.21095745
## Thomas Rawls          -0.100024001            -0.408577880    0.50860188
## Corey Grant            1.165852137            -0.640236052   -0.52561609
## Dexter McCluster       0.973982103             0.876632669   -1.85061477
## Dion Lewis             0.862953536             0.107764886   -0.97071842
## Rajion Neal           -0.336140615            -0.099761008    0.43590162
## Donald Brown          -1.181854903             0.223890009    0.95796489
## Vick Ballard          -1.024503488             0.054668833    0.96983465
## Benny Cunningham      -0.856959549             0.177098878    0.67986067
## Trey Watts             0.399331278            -0.445164424    0.04583315
## Jacquizz Rodgers       0.001258018             0.089597020   -0.09085504
## Roy Helu Jr.           0.121871236             0.277631741   -0.39950298
## Devonta Freeman        0.469133747             0.166497001   -0.63563075
## Tre Mason              0.532744423            -0.008711379   -0.52403304
## Michael Hill           0.532174897            -0.476871138   -0.05530376
## Fozzy Whittaker        0.409545170             0.038185829   -0.44773100
## Bobby Rainey           0.495745044             0.330326418   -0.82607146
## Daniel Herron          0.002859099             0.403411041   -0.40627014
## Trey Williams          1.820533709            -0.661714208   -1.15881950
## Isaiah Pead            0.893685149             0.399796543   -1.29348169
## Arian Foster          -1.012609501             0.629048427    0.38356107
## Rashad Jennings       -1.276658880             0.425807824    0.85085106
## Charles Sims           0.323779425             0.237628083   -0.56140751
##                     Pass Catching Power Running   Awareness Speed Running
## Tim Hightower          1.17090903   0.783938623  0.42020690  -0.944981003
## Jay Ajayi              0.52603867  -0.129759581 -1.09316586   0.170164237
## Doug Martin            0.34187838  -0.513490299  0.40414670  -0.023445571
## Terrance West         -0.18387427  -0.294433280  0.14703978  -0.173930100
## Brandon Bolden        -0.49509299   0.913069378  0.56961310   0.051623797
## Joique Bell            1.27033377   0.273846640 -0.04603293  -0.865994968
## James Starks           0.62898806   0.019603114 -0.11893493  -0.208358133
## Travaris Cadet         0.82219784  -0.532553713 -0.48989342  -0.401435531
## LaMichael James        0.61483600  -1.786811309 -0.74538975   0.618092125
## Matt Asiata            0.37001954   1.396809266  1.50835138  -1.269997606
## DeMarco Murray         0.05638312   0.055441954 -0.17286822  -0.166941981
## Bilal Powell           0.18647993  -0.452783151  0.51856024  -0.095148484
## Adrian Peterson       -1.44594572   0.220043317  0.23856182   0.548387939
## Ross Scheuerman        0.93586449  -0.826193175 -0.80581345   0.012818314
## Reggie Bush            1.26835582  -1.828330227  0.05357672   0.055715693
## Rex Burkhead           0.69233415  -0.822402350 -0.04935481  -0.151995816
## Chris Ivory           -1.50857834   1.460927485  1.33426692  -0.384645182
## Matt Forte             0.86872822  -0.847576869  0.58945215  -0.335499494
## Jonas Gray            -1.49626466   1.666737804  0.92078486  -0.405316363
## Marshawn Lynch        -1.71210873   0.499635736  1.06283344  -0.236660959
## Mark Ingram            0.07655218   0.276077314  0.56389563  -0.225368383
## Alfred Morris         -0.89738743   0.977691651  0.95055206  -0.210567377
## James Wilder Jr.      -0.49384291   1.622660611  0.31302484  -0.759553557
## Fred Jackson           0.69249979   0.336497991  1.11249705  -1.002217102
## Alfred Blue            0.62515797   0.650746821  0.42172182  -0.681998889
## Justin Forsett         0.45343452  -1.589965502  0.13990145   0.272477711
## Carlos Hyde           -0.53401627   0.947714521  0.42426794  -0.234612272
## Stepfan Taylor         0.85546051   0.814629209  0.24327359  -1.034491524
## Jamaal Charles         0.32185840  -1.543047189  0.01812357   0.709549403
## Khiry Robinson        -0.58640519   0.905366334  0.64180197  -0.271936074
## John Crockett         -0.89954635   0.347476043 -0.76612865   0.412612139
## Darren McFadden        0.93839813   0.309601337  0.64839205  -0.523247168
## Zac Stacy             -0.32179273   0.707534748  0.64888596  -0.079463361
## Jonathan Stewart       0.05057246  -0.660261304  0.08490692  -0.329002942
## Robert Turbin          0.48153573   0.270787460  0.19130764  -0.504429469
## Eddie Lacy            -0.05186638   0.471733846  0.07471211  -0.230956892
## Zurlon Tipton          0.01251627   1.297684680  0.21636909  -0.377305605
## Ka'Deem Carey          0.46745233   0.448914687 -0.15703809  -0.312594884
## Silas Redd            -0.78955476   0.544953308 -0.21367150   0.112464341
## Glenn Winston         -0.32036562   1.343511439 -0.51437846  -0.164168628
## Alonzo Harris         -0.68457144   1.851753655  0.25626206  -0.257986297
## Tyler Gaffney          0.05174126   1.007351801  0.09418337  -0.117781705
## Duke Johnson           0.43722418  -1.086992335 -0.52265242   0.086656272
## Kendall Hunter        -0.73537476  -0.723524350  0.20612812   0.493018030
## Shaun Draughn         -0.16315500   0.597270942  0.38754243  -0.669813873
## Orleans Darkwa        -0.57487267   1.059316465  0.06649614   0.385203215
## Lance Dunbar           0.64317538  -1.362218016 -0.38690102   0.418440036
## Knile Davis           -0.37175963   0.701293743 -0.16709199   0.206937205
## Theo Riddick           1.05656959  -0.831082804 -0.55000997  -0.412257555
## Chase Reynolds         0.26681402  -0.202709738 -0.08072206  -0.640112895
## Darrin Reaves          1.20165957  -1.247743410 -0.60927262   0.203933678
## Jonathan Grimes       -0.61963191   0.002154313 -0.13561009  -0.135907109
## Joe Banyard            0.79391239  -0.490273462 -0.76808649   0.106230287
## Antonio Andrews        0.98222793   1.266316180 -0.68078577  -0.471191628
## Lache Seastrunk       -0.84895927  -1.057573068 -0.61954539   1.006128000
## Cameron Artis-Payne   -1.18515088   0.580265429 -0.38071838   0.754805788
## Le'Veon Bell          -0.22913820  -0.515883737  0.11802060   0.124758221
## Latavius Murray       -1.05274086   0.796491396  0.52207151   0.255818980
## Jerick McKinnon       -1.07894986  -1.272033279  0.41280433   0.667996787
## LeGarrette Blount     -1.64295172   1.446866937  1.15637503  -0.234533585
## Shane Vereen           1.17650227  -1.761840711  0.30283302   0.073056928
## Boobie Dixon          -0.09749188   1.236263496  0.96243536  -0.951139715
## Montee Ball           -0.27361746   0.638216169  0.35214912  -0.171640160
## Trent Richardson       0.05610288   0.508517443  0.68807987  -0.440772810
## Toby Gerhart          -0.46684202   0.873602180  0.93172412  -0.109724082
## Andre Williams        -1.10061724   1.137559957  0.68239455  -0.491539123
## Javorius Allen         0.44260519   0.538776682 -0.48083222  -0.164552794
## Danny Woodhead         1.32707582  -2.338255847  0.32638416   0.307851774
## Jeremy Hill           -0.88267373   0.788684040  0.12133201   0.082478511
## Jeremy Stewart        -0.37648626   0.775422762  0.20845887  -0.068461741
## Antone Smith           0.78500616  -2.179183835 -0.13773625   0.530450434
## Joseph Randle          0.75249550  -0.364546285 -0.15232098  -0.528421091
## Juwan Thompson         0.09080081   0.353393987 -0.17957687  -0.452195388
## Lorenzo Taliaferro    -0.74105426   1.166107313 -0.16546893   0.126396860
## Storm Johnson          0.50521805   0.853147952 -0.02154722  -0.107863918
## Robert Hughes          0.03236510   1.335996722  0.89135310  -1.058087876
## Jerome Smith          -0.71699642   1.279194077  0.53914467   0.016643180
## Stevan Ridley         -0.94844104   1.109019273  0.31320509  -0.322662942
## C.J. Spiller           0.32647127  -1.600899324 -0.12452288   0.621579939
## Christine Michael     -0.92836776   0.990224339 -0.24257596   0.275550902
## George Atkinson III    0.20424632   0.230765125 -0.27412326  -0.362434625
## DuJuan Harris          0.01267719  -0.647925977 -0.36743073   0.236124169
## Josh Harris           -0.29519926  -0.753545732 -0.32910919   0.597895255
## Isaiah Crowell        -0.49255652   0.781244192 -0.35380745   0.474230038
## Dri Archer             0.80179340  -1.925059822 -1.00887268   0.725402521
## Taiwan Jones           0.22096603  -0.760738251 -0.68997590   0.082844414
## DeAngelo Williams      0.05120754  -1.883563605  1.08825137   0.226816178
## LeSean McCoy           0.93083122  -1.847589827  0.06157912   0.678559340
## Mike James             0.55960557   0.220127126  0.17564392  -0.322192204
## Chris Thompson        -0.62308265  -1.757940257  0.04224938   0.937296344
## Jordan Todman         -0.90858772  -0.691798338  0.09445651   0.515268310
## Melvin Gordon         -1.68868727  -0.112353772 -0.44031438   0.967767526
## Cyrus Gray             0.89311605  -1.086992788 -0.35696360   0.113026795
## Daryl Richardson       0.51371396  -1.351806255 -0.43544451   0.331525886
## Kenjon Barner          0.60286040  -1.563896122 -1.29434197   0.603015644
## Ameer Abdullah        -0.45607494  -0.703901033 -0.82204352   0.741698306
## Dominique Brown        0.41555027   0.799851400 -0.04408798  -0.458725536
## Mike Gillislee        -0.18800208  -0.313251956 -0.28293276   0.134641991
## Josh Robinson         -0.69673797   1.203172512  0.17809166  -0.092763440
## George Winn           -0.11292478   1.028069710 -0.25369480  -0.297084815
## Mike Davis            -0.28141281   0.804247992 -0.30405170   0.166332875
## Kenny Hilliard        -0.57224341   1.702746365 -0.26406469  -0.252429239
## Kerwynn Williams       0.39888911  -1.182342571 -0.66612233   0.369409464
## Dreamius Smith        -0.24962940   0.923653593 -0.52297925  -0.394218782
## Ryan Williams         -0.25647909  -0.245221244 -0.44419549   0.384052001
## Jahwan Edwards         0.72888462   0.772633187 -0.17710849  -0.507350696
## James White            0.06231065  -0.426003441 -0.34250033   0.355513429
## Denard Robinson       -0.19266058  -1.283499457 -0.06642775   1.029512586
## Senorise Perry         0.78820975  -1.242950316 -0.52892201   0.612242768
## Ronnie Hillman        -1.09236916  -1.019290066  0.12927366   1.088026307
## Matt Jones            -1.31591380   1.524701542  0.41736309  -0.294262527
## Tevin Coleman         -0.39774272   0.682234429 -0.39401309   0.234544606
## Karlos Williams        0.62803286   0.819026421 -0.47261273  -0.552430000
## David Johnson          0.56727482   0.479726714 -0.69149303  -0.106138865
## Chris Polk             0.54216588   0.689176318  0.24379824   0.227762006
## Todd Gurley           -1.25156013   0.890526314 -0.40371743   0.242322829
## Malcolm Brown         -0.74463766   1.175240266  0.06010272   0.451901155
## Giovani Bernard        0.49737942  -1.591153031  0.06480688   0.440385423
## Lamar Miller          -0.62234166  -0.841737092  0.21600878   0.714764649
## Branden Oliver        -0.02763999  -0.574997292 -0.02844693   0.139781932
## Andre Ellington        0.90718154  -1.242247730 -0.11516088   0.478198998
## Bishop Sankey         -0.25443769  -1.012773673  0.07678083   0.535073570
## Edwin Baker           -0.87742039   1.285776126  0.27046052   0.224818098
## Kapri Bibbs           -0.76720413   1.213439034 -0.37918251   0.218555466
## Bryce Brown           -0.86122678   0.969891260 -0.41508030   0.178180667
## Marion Grice           0.74508363  -0.322812700 -0.83628308  -0.258553872
## Terrence Magee         0.37306668   0.217439220 -0.71406371  -0.771883419
## Jeremy Langford        0.08371479   0.758199835 -0.35351275   0.455060541
## Frank Gore            -0.24827415   0.173183617  1.04731033  -0.337045757
## Zach Zenner            0.06984056   1.021288414  0.04704844  -0.162288755
## David Cobb            -0.69021238   1.067091431  0.29675035  -0.229574740
## Michael Dyer          -1.23816665   1.575504916  0.09157199   0.222585472
## Marcus Murphy          0.93811643  -1.843675209 -0.51163093   0.141642550
## T.J. Yeldon           -0.52287129   0.480764349 -0.26669933  -0.108431049
## Cedric Peerman         0.68484921  -1.238496551 -0.08447683   0.108272520
## Charcandrick West     -0.10011700   0.101738537 -1.00810232   0.243142027
## Ryan Mathews           0.12035702   0.189975080 -0.13718298   0.104635093
## C.J. Anderson         -0.65568555   0.403164194  0.30362032  -0.360478340
## Darren Sproles         1.13972937  -2.525252901  0.33896722   0.538956420
## Bernard Pierce        -0.61978138   0.707745218  0.86973056  -0.043279156
## Damien Williams        0.50278692  -0.333106900 -0.83002080  -0.092091605
## Thomas Rawls          -0.82336590   0.988927342 -0.46539726   0.467138099
## Corey Grant            0.55501410  -1.038981340 -0.52652020   0.342929045
## Dexter McCluster       1.41614542  -2.397981150 -0.30008031   0.452753124
## Dion Lewis            -0.95986128  -0.629368677 -0.14429304   0.648017907
## Rajion Neal            0.32410428   0.995707322  0.05406192  -0.750885709
## Donald Brown           1.07432133   0.422772403  1.08042144  -0.852871392
## Vick Ballard          -0.60236665   1.097197105  0.94620186  -0.316703166
## Benny Cunningham      -0.42162722   0.908856205  0.75855507  -0.001456277
## Trey Watts             0.44380713  -0.262116587 -1.03787122   0.013681092
## Jacquizz Rodgers       0.74217176  -0.185563875  0.14495306  -0.552928089
## Roy Helu Jr.           0.53395857  -0.660768427  0.42913594  -0.310188499
## Devonta Freeman       -0.04817446  -0.615717207 -0.19825661   0.334317065
## Tre Mason             -0.67957170  -0.214773038 -0.22904272   0.494597811
## Michael Hill           0.21268062  -0.245836645 -0.51920225  -0.044661100
## Fozzy Whittaker        0.60013959  -0.727909821  0.06306522  -0.139562005
## Bobby Rainey           0.61942361  -0.914724737 -0.26700411   0.054498195
## Daniel Herron          0.19129129   0.018578397 -0.13223545  -0.094827058
## Trey Williams          0.09967811  -1.524463749 -0.72842769   0.311189737
## Isaiah Pead            1.60379751  -1.422363390 -0.76135310   0.488290129
## Arian Foster          -0.32621755   0.280762207  0.83607056  -0.329496011
## Rashad Jennings        0.56993062   0.671987033  0.85865921  -0.672141264
## Charles Sims           0.99189451  -0.705114315 -0.48586947  -0.104749501
##                       Shiftiness
## Tim Hightower       -1.430073555
## Jay Ajayi            0.526722535
## Doug Martin         -0.209089210
## Terrance West        0.505197873
## Brandon Bolden      -1.039213292
## Joique Bell         -0.632152517
## James Starks        -0.321298118
## Travaris Cadet       0.601684824
## LaMichael James      1.299272935
## Matt Asiata         -2.005182584
## DeMarco Murray       0.227985125
## Bilal Powell        -0.157108536
## Adrian Peterson      0.438952649
## Ross Scheuerman      0.683323829
## Reggie Bush          0.450681990
## Rex Burkhead         0.331418826
## Chris Ivory         -0.901970881
## Matt Forte          -0.275104006
## Jonas Gray          -0.685941637
## Marshawn Lynch       0.386300514
## Mark Ingram         -0.691156742
## Alfred Morris       -0.820288898
## James Wilder Jr.    -0.682288990
## Fred Jackson        -1.139277730
## Alfred Blue         -1.015627722
## Justin Forsett       0.724151820
## Carlos Hyde         -0.603353925
## Stepfan Taylor      -0.878871782
## Jamaal Charles       0.493515820
## Khiry Robinson      -0.688827038
## John Crockett        0.905586820
## Darren McFadden     -1.373144342
## Zac Stacy           -0.955164620
## Jonathan Stewart     0.853784873
## Robert Turbin       -0.439201361
## Eddie Lacy          -0.263622693
## Zurlon Tipton       -1.149264434
## Ka'Deem Carey       -0.446734051
## Silas Redd           0.345808607
## Glenn Winston       -0.344598733
## Alonzo Harris       -1.165457981
## Tyler Gaffney       -1.035494727
## Duke Johnson         1.085764306
## Kendall Hunter       0.759752965
## Shaun Draughn       -0.151844490
## Orleans Darkwa      -0.936143150
## Lance Dunbar         0.687503614
## Knile Davis         -0.369379332
## Theo Riddick         0.736780738
## Chase Reynolds       0.656730670
## Darrin Reaves        0.451422784
## Jonathan Grimes      0.888994789
## Joe Banyard          0.358217269
## Antonio Andrews     -1.096566712
## Lache Seastrunk      1.519949725
## Cameron Artis-Payne  0.230798043
## Le'Veon Bell         0.502243119
## Latavius Murray     -0.521641022
## Jerick McKinnon      1.270182018
## LeGarrette Blount   -0.725756653
## Shane Vereen         0.209448497
## Boobie Dixon        -1.150067264
## Montee Ball         -0.545107673
## Trent Richardson    -0.811927378
## Toby Gerhart        -1.228760196
## Andre Williams      -0.227798147
## Javorius Allen      -0.335996859
## Danny Woodhead       0.376944097
## Jeremy Hill         -0.109820827
## Jeremy Stewart      -0.538933627
## Antone Smith         1.001463488
## Joseph Randle        0.292792857
## Juwan Thompson       0.187577466
## Lorenzo Taliaferro  -0.385980979
## Storm Johnson       -1.228954867
## Robert Hughes       -1.201627049
## Jerome Smith        -1.117985507
## Stevan Ridley       -0.151120387
## C.J. Spiller         0.777370992
## Christine Michael   -0.094831515
## George Atkinson III  0.201546443
## DuJuan Harris        0.766555343
## Josh Harris          0.779958931
## Isaiah Crowell      -0.409110267
## Dri Archer           1.406736573
## Taiwan Jones         1.146903708
## DeAngelo Williams    0.517288512
## LeSean McCoy         0.176620147
## Mike James          -0.633184406
## Chris Thompson       1.401477183
## Jordan Todman        0.990661241
## Melvin Gordon        1.273587901
## Cyrus Gray           0.437813542
## Daryl Richardson     0.942010922
## Kenjon Barner        1.652362051
## Ameer Abdullah       1.240321194
## Dominique Brown     -0.712588154
## Mike Gillislee       0.649544813
## Josh Robinson       -0.591762760
## George Winn         -0.364365321
## Mike Davis          -0.385116355
## Kenny Hilliard      -0.614009033
## Kerwynn Williams     1.080166330
## Dreamius Smith       0.243173837
## Ryan Williams        0.561843825
## Jahwan Edwards      -0.817058624
## James White          0.350679685
## Denard Robinson      0.513075200
## Senorise Perry       0.371419812
## Ronnie Hillman       0.894359258
## Matt Jones          -0.331888310
## Tevin Coleman       -0.125023227
## Karlos Williams     -0.422016559
## David Johnson       -0.249369641
## Chris Polk          -1.702902446
## Todd Gurley          0.522428421
## Malcolm Brown       -0.942606488
## Giovani Bernard      0.588581301
## Lamar Miller         0.533305330
## Branden Oliver       0.491302276
## Andre Ellington     -0.027971925
## Bishop Sankey        0.655356959
## Edwin Baker         -0.903634347
## Kapri Bibbs         -0.285607853
## Bryce Brown          0.128235152
## Marion Grice         0.672566023
## Terrence Magee       0.895441220
## Jeremy Langford     -0.943462418
## Frank Gore          -0.635174044
## Zach Zenner         -0.975888659
## David Cobb          -0.444054659
## Michael Dyer        -0.651495724
## Marcus Murphy        1.275547161
## T.J. Yeldon          0.417237322
## Cedric Peerman       0.529851652
## Charcandrick West    0.763338760
## Ryan Mathews        -0.277784212
## C.J. Anderson        0.309379377
## Darren Sproles       0.507599884
## Bernard Pierce      -0.914415247
## Damien Williams      0.752432381
## Thomas Rawls        -0.167302285
## Corey Grant          0.667558396
## Dexter McCluster     0.829162921
## Dion Lewis           1.085505088
## Rajion Neal         -0.622987809
## Donald Brown        -1.724643790
## Vick Ballard        -1.124329149
## Benny Cunningham    -1.244327779
## Trey Watts           0.842499587
## Jacquizz Rodgers    -0.148632851
## Roy Helu Jr.         0.007862412
## Devonta Freeman      0.527831212
## Tre Mason            0.628789640
## Michael Hill         0.597019380
## Fozzy Whittaker      0.204267024
## Bobby Rainey         0.507807044
## Daniel Herron        0.017192816
## Trey Williams        1.842023597
## Isaiah Pead          0.091628847
## Arian Foster        -0.461119202
## Rashad Jennings     -1.428435600
## Charles Sims         0.303838774
## K-means clustering with 5 clusters of sizes 38, 22, 23, 37, 43
## 
## Cluster means:
##   Speed Running  Awareness And Receiving Power Running
## 1      0.2251098              0.02847012    -0.2535800
## 2      0.6065533              0.57016870    -1.1767220
## 3      1.1131197             -0.23759261    -0.8755271
## 4     -0.1967411             -0.45771916     0.6544603
## 5     -0.9353646              0.20406192     0.7313027
## 
## Clustering vector:
##       Tim Hightower           Jay Ajayi         Doug Martin 
##                   5                   1                   1 
##       Terrance West      Brandon Bolden         Joique Bell 
##                   1                   5                   5 
##        James Starks      Travaris Cadet     LaMichael James 
##                   1                   1                   3 
##         Matt Asiata      DeMarco Murray        Bilal Powell 
##                   5                   1                   1 
##     Adrian Peterson     Ross Scheuerman         Reggie Bush 
##                   1                   3                   2 
##        Rex Burkhead         Chris Ivory          Matt Forte 
##                   1                   5                   1 
##          Jonas Gray      Marshawn Lynch         Mark Ingram 
##                   5                   5                   5 
##       Alfred Morris    James Wilder Jr.        Fred Jackson 
##                   5                   5                   5 
##         Alfred Blue      Justin Forsett         Carlos Hyde 
##                   5                   2                   5 
##      Stepfan Taylor      Jamaal Charles      Khiry Robinson 
##                   5                   2                   5 
##       John Crockett     Darren McFadden           Zac Stacy 
##                   4                   5                   5 
##    Jonathan Stewart       Robert Turbin          Eddie Lacy 
##                   1                   4                   5 
##       Zurlon Tipton       Ka'Deem Carey          Silas Redd 
##                   5                   5                   4 
##       Glenn Winston       Alonzo Harris       Tyler Gaffney 
##                   4                   4                   4 
##        Duke Johnson      Kendall Hunter       Shaun Draughn 
##                   3                   2                   5 
##      Orleans Darkwa        Lance Dunbar         Knile Davis 
##                   4                   2                   1 
##        Theo Riddick      Chase Reynolds       Darrin Reaves 
##                   1                   1                   3 
##     Jonathan Grimes         Joe Banyard     Antonio Andrews 
##                   1                   1                   5 
##     Lache Seastrunk Cameron Artis-Payne        Le'Veon Bell 
##                   3                   4                   1 
##     Latavius Murray     Jerick McKinnon   LeGarrette Blount 
##                   4                   3                   5 
##        Shane Vereen        Boobie Dixon         Montee Ball 
##                   2                   5                   4 
##    Trent Richardson        Toby Gerhart      Andre Williams 
##                   5                   5                   4 
##      Javorius Allen      Danny Woodhead         Jeremy Hill 
##                   4                   2                   5 
##      Jeremy Stewart        Antone Smith       Joseph Randle 
##                   4                   2                   1 
##      Juwan Thompson  Lorenzo Taliaferro       Storm Johnson 
##                   4                   4                   5 
##       Robert Hughes        Jerome Smith       Stevan Ridley 
##                   5                   5                   5 
##        C.J. Spiller   Christine Michael George Atkinson III 
##                   2                   4                   1 
##       DuJuan Harris         Josh Harris      Isaiah Crowell 
##                   3                   3                   1 
##          Dri Archer        Taiwan Jones   DeAngelo Williams 
##                   3                   3                   2 
##        LeSean McCoy          Mike James      Chris Thompson 
##                   2                   4                   3 
##       Jordan Todman       Melvin Gordon          Cyrus Gray 
##                   3                   3                   2 
##    Daryl Richardson       Kenjon Barner      Ameer Abdullah 
##                   2                   3                   3 
##     Dominique Brown      Mike Gillislee       Josh Robinson 
##                   4                   1                   5 
##         George Winn          Mike Davis      Kenny Hilliard 
##                   4                   4                   5 
##    Kerwynn Williams      Dreamius Smith       Ryan Williams 
##                   3                   4                   1 
##      Jahwan Edwards         James White     Denard Robinson 
##                   4                   1                   2 
##      Senorise Perry      Ronnie Hillman          Matt Jones 
##                   3                   2                   4 
##       Tevin Coleman     Karlos Williams       David Johnson 
##                   4                   4                   4 
##          Chris Polk         Todd Gurley       Malcolm Brown 
##                   5                   4                   4 
##     Giovani Bernard        Lamar Miller      Branden Oliver 
##                   2                   1                   1 
##     Andre Ellington       Bishop Sankey         Edwin Baker 
##                   2                   2                   4 
##         Kapri Bibbs         Bryce Brown        Marion Grice 
##                   4                   1                   4 
##      Terrence Magee     Jeremy Langford          Frank Gore 
##                   4                   4                   5 
##         Zach Zenner          David Cobb        Michael Dyer 
##                   5                   5                   4 
##       Marcus Murphy         T.J. Yeldon      Cedric Peerman 
##                   3                   1                   3 
##   Charcandrick West        Ryan Mathews       C.J. Anderson 
##                   3                   1                   4 
##      Darren Sproles      Bernard Pierce     Damien Williams 
##                   2                   5                   1 
##        Thomas Rawls         Corey Grant    Dexter McCluster 
##                   4                   3                   2 
##          Dion Lewis         Rajion Neal        Donald Brown 
##                   3                   4                   5 
##        Vick Ballard    Benny Cunningham          Trey Watts 
##                   5                   5                   1 
##    Jacquizz Rodgers        Roy Helu Jr.     Devonta Freeman 
##                   1                   1                   1 
##           Tre Mason        Michael Hill     Fozzy Whittaker 
##                   1                   1                   1 
##        Bobby Rainey       Daniel Herron       Trey Williams 
##                   2                   1                   3 
##         Isaiah Pead        Arian Foster     Rashad Jennings 
##                   2                   5                   5 
##        Charles Sims 
##                   1 
## 
## Within cluster sum of squares by cluster:
## [1]  8.718131  4.976049  6.746697  8.649167 13.975327
##  (between_SS / total_SS =  81.1 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## K-means clustering with 5 clusters of sizes 17, 28, 39, 28, 51
## 
## Cluster means:
##   Pass Catching Power Running  Awareness Speed Running Shiftiness
## 1    -0.7883107    -0.6767317 -0.1256618     0.6624797  0.9282245
## 2     0.7635040    -1.6155037 -0.2660846     0.3878722  0.7302121
## 3     0.3636095    -0.3527974 -0.2884271    -0.1092195  0.3868345
## 4     0.4856345     0.7211306  0.3353202    -0.5515067 -0.9905786
## 5    -0.7010856     0.9863918  0.2244375    -0.0474672 -0.4622765
## 
## Clustering vector:
##       Tim Hightower           Jay Ajayi         Doug Martin 
##                   4                   3                   3 
##       Terrance West      Brandon Bolden         Joique Bell 
##                   3                   5                   4 
##        James Starks      Travaris Cadet     LaMichael James 
##                   3                   3                   2 
##         Matt Asiata      DeMarco Murray        Bilal Powell 
##                   4                   3                   3 
##     Adrian Peterson     Ross Scheuerman         Reggie Bush 
##                   1                   3                   2 
##        Rex Burkhead         Chris Ivory          Matt Forte 
##                   3                   5                   3 
##          Jonas Gray      Marshawn Lynch         Mark Ingram 
##                   5                   5                   4 
##       Alfred Morris    James Wilder Jr.        Fred Jackson 
##                   5                   5                   4 
##         Alfred Blue      Justin Forsett         Carlos Hyde 
##                   4                   2                   5 
##      Stepfan Taylor      Jamaal Charles      Khiry Robinson 
##                   4                   2                   5 
##       John Crockett     Darren McFadden           Zac Stacy 
##                   1                   4                   5 
##    Jonathan Stewart       Robert Turbin          Eddie Lacy 
##                   3                   4                   5 
##       Zurlon Tipton       Ka'Deem Carey          Silas Redd 
##                   4                   4                   5 
##       Glenn Winston       Alonzo Harris       Tyler Gaffney 
##                   5                   5                   4 
##        Duke Johnson      Kendall Hunter       Shaun Draughn 
##                   2                   1                   5 
##      Orleans Darkwa        Lance Dunbar         Knile Davis 
##                   5                   2                   5 
##        Theo Riddick      Chase Reynolds       Darrin Reaves 
##                   3                   3                   2 
##     Jonathan Grimes         Joe Banyard     Antonio Andrews 
##                   1                   3                   4 
##     Lache Seastrunk Cameron Artis-Payne        Le'Veon Bell 
##                   1                   5                   3 
##     Latavius Murray     Jerick McKinnon   LeGarrette Blount 
##                   5                   1                   5 
##        Shane Vereen        Boobie Dixon         Montee Ball 
##                   2                   4                   5 
##    Trent Richardson        Toby Gerhart      Andre Williams 
##                   4                   5                   5 
##      Javorius Allen      Danny Woodhead         Jeremy Hill 
##                   4                   2                   5 
##      Jeremy Stewart        Antone Smith       Joseph Randle 
##                   5                   2                   3 
##      Juwan Thompson  Lorenzo Taliaferro       Storm Johnson 
##                   3                   5                   4 
##       Robert Hughes        Jerome Smith       Stevan Ridley 
##                   4                   5                   5 
##        C.J. Spiller   Christine Michael George Atkinson III 
##                   2                   5                   3 
##       DuJuan Harris         Josh Harris      Isaiah Crowell 
##                   3                   1                   5 
##          Dri Archer        Taiwan Jones   DeAngelo Williams 
##                   2                   3                   2 
##        LeSean McCoy          Mike James      Chris Thompson 
##                   2                   4                   1 
##       Jordan Todman       Melvin Gordon          Cyrus Gray 
##                   1                   1                   2 
##    Daryl Richardson       Kenjon Barner      Ameer Abdullah 
##                   2                   2                   1 
##     Dominique Brown      Mike Gillislee       Josh Robinson 
##                   4                   3                   5 
##         George Winn          Mike Davis      Kenny Hilliard 
##                   5                   5                   5 
##    Kerwynn Williams      Dreamius Smith       Ryan Williams 
##                   2                   5                   3 
##      Jahwan Edwards         James White     Denard Robinson 
##                   4                   3                   1 
##      Senorise Perry      Ronnie Hillman          Matt Jones 
##                   2                   1                   5 
##       Tevin Coleman     Karlos Williams       David Johnson 
##                   5                   4                   3 
##          Chris Polk         Todd Gurley       Malcolm Brown 
##                   4                   5                   5 
##     Giovani Bernard        Lamar Miller      Branden Oliver 
##                   2                   1                   3 
##     Andre Ellington       Bishop Sankey         Edwin Baker 
##                   2                   1                   5 
##         Kapri Bibbs         Bryce Brown        Marion Grice 
##                   5                   5                   3 
##      Terrence Magee     Jeremy Langford          Frank Gore 
##                   3                   5                   4 
##         Zach Zenner          David Cobb        Michael Dyer 
##                   4                   5                   5 
##       Marcus Murphy         T.J. Yeldon      Cedric Peerman 
##                   2                   5                   2 
##   Charcandrick West        Ryan Mathews       C.J. Anderson 
##                   3                   3                   5 
##      Darren Sproles      Bernard Pierce     Damien Williams 
##                   2                   5                   3 
##        Thomas Rawls         Corey Grant    Dexter McCluster 
##                   5                   2                   2 
##          Dion Lewis         Rajion Neal        Donald Brown 
##                   1                   4                   4 
##        Vick Ballard    Benny Cunningham          Trey Watts 
##                   5                   5                   3 
##    Jacquizz Rodgers        Roy Helu Jr.     Devonta Freeman 
##                   3                   3                   3 
##           Tre Mason        Michael Hill     Fozzy Whittaker 
##                   1                   3                   3 
##        Bobby Rainey       Daniel Herron       Trey Williams 
##                   3                   3                   2 
##         Isaiah Pead        Arian Foster     Rashad Jennings 
##                   2                   5                   4 
##        Charles Sims 
##                   3 
## 
## Within cluster sum of squares by cluster:
## [1] 12.99435 22.11542 25.94120 24.17777 43.53660
##  (between_SS / total_SS =  71.3 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## 
## Call:
## lm(formula = HBClusterReducedReg[, 1] ~ HBClusterReducedReg[, 
##     2] + HBClusterReducedReg[, 3] + HBClusterReducedReg[, 4], 
##     data = HBClusterReducedReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.074421 -0.035234  0.004775  0.032321  0.070310 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)              2.506e-16  3.102e-03     0.0        1    
## HBClusterReducedReg[, 2] 6.311e-01  5.676e-03   111.2   <2e-16 ***
## HBClusterReducedReg[, 3] 7.657e-01  4.748e-03   161.3   <2e-16 ***
## HBClusterReducedReg[, 4] 6.699e-01  5.195e-03   128.9   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.0396 on 159 degrees of freedom
## Multiple R-squared:  0.9985, Adjusted R-squared:  0.9984 
## F-statistic: 3.46e+04 on 3 and 159 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = HBClusterFullReg[, 1] ~ HBClusterFullReg[, 2] + 
##     HBClusterFullReg[, 3] + HBClusterFullReg[, 4] + HBClusterFullReg[, 
##     5] + HBClusterFullReg[, 6], data = HBClusterFullReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.126265 -0.033052  0.004581  0.035138  0.092741 
## 
## Coefficients:
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           2.777e-16  3.592e-03    0.00        1    
## HBClusterFullReg[, 2] 7.371e-02  4.541e-03   16.23   <2e-16 ***
## HBClusterFullReg[, 3] 4.089e-01  5.385e-03   75.92   <2e-16 ***
## HBClusterFullReg[, 4] 6.702e-01  6.345e-03  105.62   <2e-16 ***
## HBClusterFullReg[, 5] 5.564e-01  9.264e-03   60.06   <2e-16 ***
## HBClusterFullReg[, 6] 3.509e-01  6.748e-03   51.99   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04586 on 157 degrees of freedom
## Multiple R-squared:  0.998,  Adjusted R-squared:  0.9979 
## F-statistic: 1.547e+04 on 5 and 157 DF,  p-value: < 2.2e-16
##   Pass Catching Power Running  Awareness Speed Running Shiftiness
## 1    -0.7883107    -0.6767317 -0.1256618     0.6624797  0.9282245
## 2     0.7635040    -1.6155037 -0.2660846     0.3878722  0.7302121
## 3     0.3636095    -0.3527974 -0.2884271    -0.1092195  0.3868345
## 4     0.4856345     0.7211306  0.3353202    -0.5515067 -0.9905786
## 5    -0.7010856     0.9863918  0.2244375    -0.0474672 -0.4622765
##   Speed Running  Awareness And Receiving Power Running
## 1      0.2251098              0.02847012    -0.2535800
## 2      0.6065533              0.57016870    -1.1767220
## 3      1.1131197             -0.23759261    -0.8755271
## 4     -0.1967411             -0.45771916     0.6544603
## 5     -0.9353646              0.20406192     0.7313027
##                     Balanced HB Backfield Receiver Pure Speed Back
## Tim Hightower          42.51021           40.51479        35.61662
## Jay Ajayi              46.59440           47.82872        49.32322
## Doug Martin            61.91857           62.54215        61.51704
## Terrance West          50.09714           51.18022        51.77486
## Brandon Bolden         48.20370           44.99583        43.78267
## Joique Bell            64.37547           65.19096        60.12533
## James Starks           60.45022           61.50114        59.69030
## Travaris Cadet         43.80859           47.15314        46.14482
## LaMichael James        35.42915           43.57877        45.80933
## Matt Asiata            39.84641           32.86588        28.29346
## DeMarco Murray         91.52164           92.21259        91.17251
## Bilal Powell           50.09839           51.70810        49.31650
## Adrian Peterson        92.41349           93.16604        92.52646
## Ross Scheuerman        31.12852           31.92000        36.67475
## Reggie Bush            69.62329           76.14173        73.91902
## Rex Burkhead           45.81349           48.95836        46.81842
## Chris Ivory            62.98085           56.21517        54.74850
## Matt Forte             86.57413           87.56574        85.64263
## Jonas Gray             43.32714           35.52791        36.02128
## Marshawn Lynch         92.74867           92.44856        91.18361
## Mark Ingram            71.93903           70.05375        68.19659
## Alfred Morris          72.01611           68.83869        64.67673
## James Wilder Jr.       22.54853           16.41234        17.11543
## Fred Jackson           68.87668           67.04910        61.93480
## Alfred Blue            49.19601           45.25545        43.46320
## Justin Forsett         81.55503           85.17512        83.60373
## Carlos Hyde            56.30801           52.34546        50.87232
## Stepfan Taylor         43.62160           39.13118        37.26258
## Jamaal Charles         91.68063           94.13719        93.18496
## Khiry Robinson         49.43354           45.50233        44.40972
## John Crockett          37.33263           34.58065        38.79337
## Darren McFadden        54.93731           53.50524        49.93007
## Zac Stacy              53.50182           51.04425        48.57655
## Jonathan Stewart       76.28006           78.01508        77.97064
## Robert Turbin          60.34177           58.57496        58.04174
## Eddie Lacy             85.19076           85.02595        82.62454
## Zurlon Tipton          35.41640           30.65066        30.07456
## Ka'Deem Carey          49.93724           48.21710        46.58891
## Silas Redd             42.98324           41.12194        41.92323
## Glenn Winston          25.45592           20.57880        22.32179
## Alonzo Harris          16.85009           12.28642        13.87179
## Tyler Gaffney          35.75111           32.08891        32.40458
## Duke Johnson           50.94696           54.54381        56.66579
## Kendall Hunter         52.33388           56.74072        56.10424
## Shaun Draughn          41.73573           40.27123        39.00406
## Orleans Darkwa         39.02470           36.44791        37.13493
## Lance Dunbar           54.98524           60.88383        61.17206
## Knile Davis            67.14974           66.59049        66.62559
## Theo Riddick           55.11426           58.66378        58.57001
## Chase Reynolds         37.37470           38.22839        38.96115
## Darrin Reaves          29.12124           31.72006        33.68930
## Jonathan Grimes        43.75950           44.48914        45.97899
## Joe Banyard            41.68339           42.91895        45.15369
## Antonio Andrews        22.57394           19.38706        17.91759
## Lache Seastrunk        35.38403           40.28772        44.60128
## Cameron Artis-Payne    38.77410           35.84846        38.27007
## Le'Veon Bell           91.83738           91.95457        92.02312
## Latavius Murray        60.31600           56.26795        58.39125
## Jerick McKinnon        60.73533           63.43872        67.28726
## LeGarrette Blount      64.51306           59.40926        56.78692
## Shane Vereen           69.49356           73.69629        71.49333
## Boobie Dixon           42.01842           36.43615        33.54666
## Montee Ball            55.06696           51.97341        51.70450
## Trent Richardson       51.59965           48.71624        47.55685
## Toby Gerhart           47.18628           43.92795        41.55579
## Andre Williams         48.12232           43.76226        44.45616
## Javorius Allen         42.90141           39.61404        41.65278
## Danny Woodhead         64.41379           72.04535        69.23630
## Jeremy Hill            78.21059           77.39792        76.11076
## Jeremy Stewart         38.86711           35.76131        36.52613
## Antone Smith           58.40655           66.04417        66.26426
## Joseph Randle          54.75771           56.23889        55.27410
## Juwan Thompson         47.50195           45.51924        47.75613
## Lorenzo Taliaferro     46.70706           42.79629        42.97510
## Storm Johnson          38.19686           35.26189        33.16117
## Robert Hughes          23.75561           20.00708        17.73575
## Jerome Smith           31.20308           28.05297        26.17809
## Stevan Ridley          55.98607           53.57330        51.26588
## C.J. Spiller           73.46871           79.58128        78.76814
## Christine Michael      56.78082           55.12307        57.74193
## George Atkinson III    29.49536           28.47225        32.11989
## DuJuan Harris          48.36122           52.15109        54.32341
## Josh Harris            34.26927           37.01369        39.62758
## Isaiah Crowell         50.59295           49.65134        50.07782
## Dri Archer             40.35611           48.33798        52.38476
## Taiwan Jones           36.21214           40.88253        44.12533
## DeAngelo Williams      62.44122           68.18475        64.84159
## LeSean McCoy           83.52927           87.78252        85.58315
## Mike James             45.59124           43.41665        43.41892
## Chris Thompson         40.19164           46.45466        47.43149
## Jordan Todman          51.89794           56.51768        57.26578
## Melvin Gordon          63.47926           66.34422        67.94763
## Cyrus Gray             33.32102           37.34903        37.04184
## Daryl Richardson       39.90025           46.66524        46.67960
## Kenjon Barner          37.44725           44.22992        46.50005
## Ameer Abdullah         53.74542           59.09488        60.33974
## Dominique Brown        28.76446           24.21062        25.11017
## Mike Gillislee         36.21534           36.33185        38.98537
## Josh Robinson          32.14774           27.80671        27.65216
## George Winn            37.80965           33.52543        36.31718
## Mike Davis             42.83132           40.02368        40.71178
## Kenny Hilliard         21.06486           16.81142        17.19669
## Kerwynn Williams       47.97528           52.59540        54.28170
## Dreamius Smith         21.63042           18.72711        22.44804
## Ryan Williams          49.41178           52.63834        52.34641
## Jahwan Edwards         29.38931           25.55832        26.13828
## James White            42.01517           42.69244        44.39584
## Denard Robinson        54.42771           61.36231        60.07506
## Senorise Perry         27.77393           31.16430        33.58268
## Ronnie Hillman         54.08663           61.28405        59.84725
## Matt Jones             40.21821           33.42849        35.67604
## Tevin Coleman          52.46413           49.06373        51.84594
## Karlos Williams        36.84000           33.37802        35.84458
## David Johnson          41.00406           39.09439        41.07354
## Chris Polk             50.09891           46.95203        44.15616
## Todd Gurley            65.95736           62.14295        65.94032
## Malcolm Brown          31.56235           25.74458        28.44276
## Giovani Bernard        76.00983           79.98839        78.78079
## Lamar Miller           76.26988           79.01966        78.79615
## Branden Oliver         61.27610           62.19652        63.26128
## Andre Ellington        61.49537           66.44876        64.65037
## Bishop Sankey          56.58194           60.59221        60.37865
## Edwin Baker            32.05740           28.86432        29.59790
## Kapri Bibbs            28.67080           25.85220        26.70233
## Bryce Brown            46.61497           46.75334        48.05389
## Marion Grice           40.90973           38.52798        42.09038
## Terrence Magee         34.22299           30.00526        34.43983
## Jeremy Langford        43.07648           38.69322        40.23469
## Frank Gore             71.96779           72.16032        67.30831
## Zach Zenner            31.10413           26.06233        26.44581
## David Cobb             39.93240           35.55315        34.98283
## Michael Dyer           26.49588           20.91236        22.23508
## Marcus Murphy          30.76914           34.40976        36.07811
## T.J. Yeldon            48.21838           46.98903        49.13522
## Cedric Peerman         48.16979           53.07749        54.08702
## Charcandrick West      29.08365           29.43080        33.71770
## Ryan Mathews           76.23323           76.97806        76.12151
## C.J. Anderson          77.03248           74.92955        75.31720
## Darren Sproles         73.88600           81.01509        77.63634
## Bernard Pierce         44.35586           41.47259        40.45530
## Damien Williams        44.66783           45.29502        48.90636
## Thomas Rawls           30.06184           27.47548        28.96793
## Corey Grant            16.50820           17.91169        21.15033
## Dexter McCluster       50.76939           61.10070        58.50776
## Dion Lewis             43.52218           48.68123        49.43504
## Rajion Neal            29.99309           27.95698        27.93685
## Donald Brown           49.97899           45.16122        42.42792
## Vick Ballard           42.42078           37.54379        35.89379
## Benny Cunningham       47.37197           43.98145        41.93854
## Trey Watts             38.33017           37.72782        40.28625
## Jacquizz Rodgers       57.34507           57.89019        57.48138
## Roy Helu Jr.           58.53395           60.80412        59.72247
## Devonta Freeman        55.40822           58.83246        58.74074
## Tre Mason              65.55759           68.05169        68.77987
## Michael Hill           35.98211           35.86201        38.70966
## Fozzy Whittaker        38.28802           40.58620        40.99337
## Bobby Rainey           55.28762           59.82557        59.02830
## Daniel Herron          54.35961           56.82020        54.96122
## Trey Williams          21.42798           25.66175        30.50728
## Isaiah Pead            36.40316           43.29764        42.74139
## Arian Foster           86.18060           85.35676        82.67101
## Rashad Jennings        63.94993           60.04783        56.28183
## Charles Sims           48.24523           51.39833        50.76063
##                     Power Running Back Goal Line Back
## Tim Hightower                 45.74200       52.24870
## Jay Ajayi                     44.84112       42.74760
## Doug Martin                   61.26505       62.21294
## Terrance West                 48.64937       47.60379
## Brandon Bolden                52.43352       54.91882
## Joique Bell                   64.01049       69.24407
## James Starks                  59.35732       61.04954
## Travaris Cadet                39.78095       39.76786
## LaMichael James               25.80981       21.58947
## Matt Asiata                   49.81999       58.21622
## DeMarco Murray                90.73701       91.71251
## Bilal Powell                  48.38620       50.54002
## Adrian Peterson               91.47336       91.99428
## Ross Scheuerman               29.53854       24.44764
## Reggie Bush                   60.78955       61.22540
## Rex Burkhead                  42.16297       43.48252
## Chris Ivory                   71.13228       74.52151
## Matt Forte                    85.52015       87.36354
## Jonas Gray                    53.45191       55.62952
## Marshawn Lynch                93.26237       94.49603
## Mark Ingram                   74.46291       76.92477
## Alfred Morris                 76.26822       80.96198
## James Wilder Jr.              31.74532       33.37777
## Fred Jackson                  71.74694       77.29584
## Alfred Blue                   54.42099       57.79061
## Justin Forsett                76.53642       77.27555
## Carlos Hyde                   61.40883       64.29127
## Stepfan Taylor                49.66779       53.46133
## Jamaal Charles                87.77300       88.25271
## Khiry Robinson                54.54869       57.12434
## John Crockett                 40.31843       36.44678
## Darren McFadden               57.20980       61.62897
## Zac Stacy                     56.91215       60.46643
## Jonathan Stewart              73.99179       73.40281
## Robert Turbin                 62.61236       63.78689
## Eddie Lacy                    85.69669       88.10664
## Zurlon Tipton                 41.85577       44.37031
## Ka'Deem Carey                 52.32824       54.75838
## Silas Redd                    45.24675       44.97439
## Glenn Winston                 32.09663       31.65904
## Alonzo Harris                 23.67889       23.20397
## Tyler Gaffney                 40.52115       41.47354
## Duke Johnson                  46.11031       42.48037
## Kendall Hunter                46.82002       46.02542
## Shaun Draughn                 43.77554       45.76087
## Orleans Darkwa                42.25226       42.35853
## Lance Dunbar                  47.35139       44.94941
## Knile Davis                   67.84598       67.99692
## Theo Riddick                  50.58847       49.45611
## Chase Reynolds                36.20889       35.11179
## Darrin Reaves                 25.75165       23.01324
## Jonathan Grimes               42.64291       40.73246
## Joe Banyard                   39.84087       36.97593
## Antonio Andrews               27.23586       30.65979
## Lache Seastrunk               29.02096       23.51616
## Cameron Artis-Payne           42.22321       40.43233
## Le'Veon Bell                  91.67807       91.55636
## Latavius Murray               65.00026       64.04809
## Jerick McKinnon               56.69674       51.03778
## LeGarrette Blount             70.90511       74.94660
## Shane Vereen                  64.13257       65.32750
## Boobie Dixon                  49.70869       55.21641
## Montee Ball                   58.96348       60.29755
## Trent Richardson              55.38205       57.65813
## Toby Gerhart                  51.64952       55.49354
## Andre Williams                53.56101       54.27295
## Javorius Allen                46.84127       45.63237
## Danny Woodhead                54.35560       55.08949
## Jeremy Hill                   79.37420       80.96479
## Jeremy Stewart                42.78385       42.98552
## Antone Smith                  48.29198       45.26490
## Joseph Randle                 53.00824       53.59530
## Juwan Thompson                49.71301       47.85714
## Lorenzo Taliaferro            51.66306       52.81430
## Storm Johnson                 42.30133       45.91497
## Robert Hughes                 29.38188       34.33900
## Jerome Smith                  35.66749       39.28545
## Stevan Ridley                 59.30298       62.62528
## C.J. Spiller                  64.75172       63.38144
## Christine Michael             58.50950       56.12298
## George Atkinson III           30.31933       26.65456
## DuJuan Harris                 43.31128       39.62580
## Josh Harris                   30.59652       27.08554
## Isaiah Crowell                51.72449       51.56592
## Dri Archer                    30.38074       24.25552
## Taiwan Jones                  30.21321       25.65269
## DeAngelo Williams             55.27695       57.26006
## LeSean McCoy                  77.35143       78.85476
## Mike James                    48.35564       49.10866
## Chris Thompson                32.52689       29.60805
## Jordan Todman                 45.93294       43.49457
## Melvin Gordon                 59.52172       56.51905
## Cyrus Gray                    28.53776       27.58949
## Daryl Richardson              31.79205       29.69354
## Kenjon Barner                 29.16373       25.02498
## Ameer Abdullah                46.73156       43.43722
## Dominique Brown               34.89287       35.47401
## Mike Gillislee                35.71770       32.77134
## Josh Robinson                 38.01646       39.86746
## George Winn                   43.03789       41.24424
## Mike Davis                    46.33341       46.51984
## Kenny Hilliard                27.18164       28.42211
## Kerwynn Williams              41.96367       38.56156
## Dreamius Smith                25.08300       21.63765
## Ryan Williams                 45.38374       44.60951
## Jahwan Edwards                34.48585       35.19877
## James White                   40.93730       38.81639
## Denard Robinson               45.67798       44.75831
## Senorise Perry                23.48856       20.24369
## Ronnie Hillman                45.02977       44.19505
## Matt Jones                    48.88190       48.60546
## Tevin Coleman                 56.36175       54.40016
## Karlos Williams               41.01726       39.33211
## David Johnson                 43.17591       41.57167
## Chris Polk                    54.44568       58.65667
## Todd Gurley                   70.07530       67.24423
## Malcolm Brown                 39.18118       37.90728
## Giovani Bernard               70.62011       70.67639
## Lamar Miller                  72.56586       71.79580
## Branden Oliver                59.95866       58.39906
## Andre Ellington               55.23007       55.61307
## Bishop Sankey                 51.45335       50.28987
## Edwin Baker                   36.17818       36.44999
## Kapri Bibbs                   32.30016       32.28967
## Bryce Brown                   46.26604       44.75216
## Marion Grice                  43.47860       40.23864
## Terrence Magee                39.19910       35.43180
## Jeremy Langford               48.51574       48.25765
## Frank Gore                    72.35211       77.30549
## Zach Zenner                   37.94624       39.39358
## David Cobb                    45.72472       47.99517
## Michael Dyer                  34.26760       34.68262
## Marcus Murphy                 26.23472       23.52043
## T.J. Yeldon                   49.48488       47.47727
## Cedric Peerman                41.88669       39.12927
## Charcandrick West             28.09926       23.57619
## Ryan Mathews                  75.39209       76.11834
## C.J. Anderson                 79.49473       79.76195
## Darren Sproles                63.84665       65.77632
## Bernard Pierce                48.17870       50.36939
## Damien Williams               43.39760       39.18406
## Thomas Rawls                  33.26074       32.39723
## Corey Grant                   14.47807       11.29270
## Dexter McCluster              38.07726       37.52531
## Dion Lewis                    37.07512       34.60387
## Rajion Neal                   32.65918       33.42627
## Donald Brown                  56.42242       61.09971
## Vick Ballard                  48.97544       52.68797
## Benny Cunningham              51.95680       55.46523
## Trey Watts                    38.75169       36.09697
## Jacquizz Rodgers              56.70971       56.98606
## Roy Helu Jr.                  55.77504       56.23125
## Devonta Freeman               51.04089       49.94892
## Tre Mason                     62.20498       60.41180
## Michael Hill                  35.75628       32.66841
## Fozzy Whittaker               35.39185       34.19306
## Bobby Rainey                  49.57332       48.91024
## Daniel Herron                 51.48117       52.75198
## Trey Williams                 16.22907       11.59381
## Isaiah Pead                   28.37434       26.85119
## Arian Foster                  87.48370       90.10250
## Rashad Jennings               69.13121       74.02474
## Charles Sims                  44.36568       44.00598
##                     Pure Speed Back Backfield Receiver Balanced HB
## Tim Hightower              38.28095           43.65366    46.80768
## Jay Ajayi                  51.01493           53.46930    52.11687
## Doug Martin                62.82120           64.86635    63.61730
## Terrance West              50.56554           49.95595    49.29390
## Brandon Bolden             42.40375           39.41278    42.58132
## Joique Bell                64.57223           70.25489    71.29690
## James Starks               60.86856           63.85108    63.87555
## Travaris Cadet             47.96435           52.46497    50.63108
## LaMichael James            41.58788           45.67301    39.25930
## Matt Asiata                31.34330           32.56215    38.30336
## DeMarco Murray             92.15627           92.24649    92.30238
## Bilal Powell               49.28054           50.68072    49.68364
## Adrian Peterson            92.36834           89.32213    89.63571
## Ross Scheuerman            34.55026           39.39890    36.29519
## Reggie Bush                73.28148           79.23498    74.81270
## Rex Burkhead               48.35666           52.45847    49.89001
## Chris Ivory                56.37373           48.13493    54.04503
## Matt Forte                 86.84995           89.41368    88.41750
## Jonas Gray                 36.30424           28.71008    34.28957
## Marshawn Lynch             91.76797           87.97302    89.27193
## Mark Ingram                70.70294           70.98644    72.16487
## Alfred Morris              68.44109           63.88206    67.52273
## James Wilder Jr.           19.43477           17.13996    21.09599
## Fred Jackson               65.05989           68.37533    70.47504
## Alfred Blue                45.91796           48.76030    51.43000
## Justin Forsett             84.54719           86.50978    83.56602
## Carlos Hyde                52.90202           49.65916    53.11165
## Stepfan Taylor             41.60832           45.47620    48.72091
## Jamaal Charles             92.83431           93.68911    91.88032
## Khiry Robinson             44.99091           41.61892    45.07874
## John Crockett              40.76346           35.99684    36.36231
## Darren McFadden            51.15556           55.80532    57.40728
## Zac Stacy                  49.39378           47.39210    50.12721
## Jonathan Stewart           78.82061           79.44409    78.16296
## Robert Turbin              58.75932           61.03004    62.21533
## Eddie Lacy                 85.07579           84.75264    85.71832
## Zurlon Tipton              30.92281           30.21062    34.16749
## Ka'Deem Carey              49.81493           51.83366    53.24799
## Silas Redd                 43.02361           38.73244    40.24807
## Glenn Winston              24.31502           22.25410    25.30770
## Alonzo Harris              13.03229           10.68914    13.81422
## Tyler Gaffney              31.92183           31.49330    34.43700
## Duke Johnson               56.08965           58.93114    55.15180
## Kendall Hunter             53.17329           50.00525    47.69405
## Shaun Draughn              39.62617           38.63678    41.13998
## Orleans Darkwa             34.78457           31.36725    34.20867
## Lance Dunbar               59.39749           63.29894    58.63911
## Knile Davis                64.73344           62.40349    64.25431
## Theo Riddick               59.70164           65.29340    62.64390
## Chase Reynolds             39.53682           41.11975    40.83644
## Darrin Reaves              33.64809           40.03009    35.66068
## Jonathan Grimes            45.43245           42.40404    42.49506
## Joe Banyard                45.47021           49.60637    47.37184
## Antonio Andrews            22.14052           25.13425    28.09846
## Lache Seastrunk            39.99809           36.40210    32.48287
## Cameron Artis-Payne        39.32596           33.13539    34.22304
## Le'Veon Bell               92.43947           92.17018    91.58241
## Latavius Murray            55.51021           49.71967    52.52139
## Jerick McKinnon            61.68963           57.36585    53.47596
## LeGarrette Blount          58.66396           49.73849    55.39051
## Shane Vereen               72.31167           78.04558    73.80338
## Boobie Dixon               37.71989           36.75410    41.70202
## Montee Ball                52.93548           51.19498    53.56076
## Trent Richardson           47.68373           47.80983    50.14698
## Toby Gerhart               40.23415           37.55286    40.91237
## Andre Williams             43.47301           37.56445    41.88916
## Javorius Allen             42.71476           44.41870    45.78038
## Danny Woodhead             68.01910           75.12420    68.91011
## Jeremy Hill                76.39276           72.37163    74.50052
## Jeremy Stewart             35.92685           33.69063    36.13777
## Antone Smith               63.73595           68.70299    61.97143
## Joseph Randle              57.17858           61.19014    60.24044
## Juwan Thompson             47.52777           47.78520    49.03921
## Lorenzo Taliaferro         44.31948           39.76775    43.19062
## Storm Johnson              35.45173           37.20541    39.71094
## Robert Hughes              18.83388           18.53902    22.41155
## Jerome Smith               26.41288           22.89469    26.38199
## Stevan Ridley              54.40556           48.99024    52.98205
## C.J. Spiller               76.06718           78.10334    73.82805
## Christine Michael          54.14436           48.65985    51.49394
## George Atkinson III        28.89635           29.65027    30.28955
## DuJuan Harris              51.41536           51.85200    49.43618
## Josh Harris                36.79878           35.77041    33.08229
## Isaiah Crowell             49.63066           46.39482    48.30602
## Dri Archer                 47.32613           52.41974    45.18458
## Taiwan Jones               39.44782           40.93738    38.12162
## DeAngelo Williams          64.57746           66.30421    61.41698
## LeSean McCoy               86.08845           89.10213    85.88973
## Mike James                 43.98351           46.68442    47.61936
## Chris Thompson             44.06733           42.14221    36.43041
## Jordan Todman              52.59973           48.51997    46.24258
## Melvin Gordon              66.16732           57.96360    56.92210
## Cyrus Gray                 37.18174           42.18239    38.48766
## Daryl Richardson           44.66884           48.08599    43.34412
## Kenjon Barner              46.47877           50.28103    44.07998
## Ameer Abdullah             58.51206           56.48816    53.33421
## Dominique Brown            27.34382           28.64961    30.98217
## Mike Gillislee             38.25874           37.51820    36.35702
## Josh Robinson              28.92904           25.33092    28.64276
## George Winn                36.17079           34.92713    37.94885
## Mike Davis                 41.09347           39.03729    41.16654
## Kenny Hilliard             18.91507           16.23051    19.72029
## Kerwynn Williams           53.33327           55.99194    51.59449
## Dreamius Smith             21.48138           20.07845    22.09388
## Ryan Williams              51.69491           50.43120    49.14313
## Jahwan Edwards             27.99267           30.67445    32.90412
## James White                44.00646           44.48550    42.70720
## Denard Robinson            56.58498           56.35383    51.71077
## Senorise Perry             30.84438           35.03046    30.74596
## Ronnie Hillman             54.44481           49.57440    45.95479
## Matt Jones                 35.73674           28.94615    33.72439
## Tevin Coleman              51.40930           48.77069    50.49968
## Karlos Williams            36.32528           38.72974    41.12602
## David Johnson              41.41486           43.70960    44.68436
## Chris Polk                 45.57723           47.70828    49.77250
## Todd Gurley                65.57763           58.88226    61.28549
## Malcolm Brown              28.31827           24.46054    27.27471
## Giovani Bernard            78.80446           81.32683    77.60360
## Lamar Miller               77.52573           75.54517    73.25917
## Branden Oliver             62.90538           63.16023    61.36641
## Andre Ellington            64.19750           69.04471    65.08770
## Bishop Sankey              58.67716           58.09387    54.74568
## Edwin Baker                26.13961           21.96451    25.14889
## Kapri Bibbs                27.17312           23.27376    25.99285
## Bryce Brown                44.25432           39.21808    41.84781
## Marion Grice               46.09418           49.94266    48.42754
## Terrence Magee             38.35748           40.03792    40.65451
## Jeremy Langford            41.25885           40.90774    42.64391
## Frank Gore                 70.05944           69.11187    70.44916
## Zach Zenner                28.54858           28.21020    31.05386
## David Cobb                 36.89053           33.05159    36.52760
## Michael Dyer               23.43130           18.13072    21.58753
## Marcus Murphy              38.08774           43.88393    37.78027
## T.J. Yeldon                48.05974           45.08166    46.51866
## Cedric Peerman             50.80154           55.10451    51.06640
## Charcandrick West          31.20253           30.47072    29.99809
## Ryan Mathews               75.95180           76.25948    76.57008
## C.J. Anderson              76.31332           73.59210    75.04071
## Darren Sproles             77.52061           82.77214    77.11532
## Bernard Pierce             38.17554           34.92579    37.66254
## Damien Williams            48.61222           51.23114    49.61176
## Thomas Rawls               29.28517           25.08029    27.14197
## Corey Grant                18.58241           20.93051    18.24134
## Dexter McCluster           57.51450           65.83573    58.10240
## Dion Lewis                 44.85570           40.46951    38.21503
## Rajion Neal                26.77827           27.64007    30.70758
## Donald Brown               45.25954           50.67142    53.14574
## Vick Ballard               36.88492           33.55426    37.61179
## Benny Cunningham           40.49460           37.93792    41.21712
## Trey Watts                 44.04935           46.23762    44.63976
## Jacquizz Rodgers           56.99369           60.88644    60.68678
## Roy Helu Jr.               57.97602           61.20253    59.65054
## Devonta Freeman            57.16315           57.27804    55.04948
## Tre Mason                  66.42798           63.29222    62.29045
## Michael Hill               39.07737           40.19740    39.11276
## Fozzy Whittaker            39.47088           42.97340    40.82430
## Bobby Rainey               58.74914           62.33659    59.31842
## Daniel Herron              54.34947           55.27623    55.27697
## Trey Williams              26.41393           27.62726    23.26272
## Isaiah Pead                41.78500           50.51672    45.04835
## Arian Foster               84.62495           83.65932    84.70023
## Rashad Jennings            59.07947           61.62861    64.50594
## Charles Sims               51.62086           56.98823    54.42648
##                     Goal Line Back Power Running Back
## Tim Hightower             57.23218           50.31027
## Jay Ajayi                 47.50055           46.79975
## Doug Martin               63.71439           61.84972
## Terrance West             46.85389           47.63093
## Brandon Bolden            50.34130           51.30551
## Joique Bell               75.23521           69.90257
## James Starks              65.32656           62.61488
## Travaris Cadet            46.45687           43.51273
## LaMichael James           27.67506           27.19374
## Matt Asiata               55.02960           49.78228
## DeMarco Murray            92.00662           91.97736
## Bilal Powell              50.04226           48.58761
## Adrian Peterson           88.83214           91.65427
## Ross Scheuerman           30.34138           27.98371
## Reggie Bush               68.80568           64.18488
## Rex Burkhead              46.32662           43.55602
## Chris Ivory               64.44967           68.28214
## Matt Forte                88.53267           86.10870
## Jonas Gray                43.66352           48.28539
## Marshawn Lynch            90.12288           92.55947
## Mark Ingram               76.18497           75.03659
## Alfred Morris             74.46066           76.19421
## James Wilder Jr.          28.38243           29.00227
## Fred Jackson              77.87874           73.57480
## Alfred Blue               59.26349           55.12840
## Justin Forsett            78.26917           77.23719
## Carlos Hyde               59.33155           60.57157
## Stepfan Taylor            56.78720           51.59967
## Jamaal Charles            88.61796           88.38640
## Khiry Robinson            52.01800           53.22417
## John Crockett             32.01861           36.99704
## Darren McFadden           65.58504           60.08073
## Zac Stacy                 57.29174           57.38858
## Jonathan Stewart          74.45497           74.39629
## Robert Turbin             65.73183           63.03060
## Eddie Lacy                87.32132           87.21411
## Zurlon Tipton             43.25578           42.02161
## Ka'Deem Carey             56.63757           54.32103
## Silas Redd                39.83343           43.56758
## Glenn Winston             29.23576           30.53920
## Alonzo Harris             20.82054           22.08148
## Tyler Gaffney             41.65124           40.66092
## Duke Johnson              46.52525           45.90620
## Kendall Hunter            42.01481           45.72241
## Shaun Draughn             45.13627           44.79259
## Orleans Darkwa            40.30281           42.37978
## Lance Dunbar              50.62846           49.05986
## Knile Davis               66.97052           68.48224
## Theo Riddick              57.14790           53.35830
## Chase Reynolds            38.49572           37.35004
## Darrin Reaves             29.55782           26.17603
## Jonathan Grimes           38.87061           41.91602
## Joe Banyard               43.09359           40.84735
## Antonio Andrews           35.12455           31.02796
## Lache Seastrunk           22.47686           27.15537
## Cameron Artis-Payne       33.15956           38.89177
## Le'Veon Bell              90.10155           90.63598
## Latavius Murray           57.36501           61.08893
## Jerick McKinnon           44.10600           49.52942
## LeGarrette Blount         64.48962           69.17780
## Shane Vereen              69.09491           64.50805
## Boobie Dixon              53.09886           51.10177
## Montee Ball               58.45874           58.79473
## Trent Richardson          56.80321           55.07410
## Toby Gerhart              50.16560           50.41459
## Andre Williams            47.93325           51.34427
## Javorius Allen            48.21833           46.49002
## Danny Woodhead            61.29594           56.02580
## Jeremy Hill               76.67800           79.34301
## Jeremy Stewart            40.85136           41.83308
## Antone Smith              50.64596           48.52179
## Joseph Randle             58.63575           55.39801
## Juwan Thompson            49.70826           49.22565
## Lorenzo Taliaferro        47.63307           50.78281
## Storm Johnson             47.33767           44.44103
## Robert Hughes             32.38322           30.07898
## Jerome Smith              34.40826           36.12987
## Stevan Ridley             57.76219           60.98636
## C.J. Spiller              65.95558           65.71050
## Christine Michael         53.86932           58.12765
## George Atkinson III       30.25655           29.57465
## DuJuan Harris             43.41976           44.35934
## Josh Harris               27.04526           29.17653
## Isaiah Crowell            50.90912           53.47612
## Dri Archer                31.66225           30.81655
## Taiwan Jones              30.54772           30.97044
## DeAngelo Williams         55.39420           54.63420
## LeSean McCoy              81.57898           79.30515
## Mike James                51.71637           48.55367
## Chris Thompson            25.55875           29.05134
## Jordan Todman             39.53173           44.17194
## Melvin Gordon             48.99203           58.01965
## Cyrus Gray                33.15954           30.43131
## Daryl Richardson          34.65636           33.82471
## Kenjon Barner             30.44393           30.61675
## Ameer Abdullah            43.61061           47.64817
## Dominique Brown           36.42676           34.09066
## Mike Gillislee            32.39468           33.80971
## Josh Robinson             34.29076           36.45967
## George Winn               42.34765           42.59511
## Mike Davis                44.26456           45.64281
## Kenny Hilliard            25.28438           26.98099
## Kerwynn Williams          42.06181           41.97772
## Dreamius Smith            23.16042           24.21159
## Ryan Williams             44.75531           46.90344
## Jahwan Edwards            38.68354           35.09241
## James White               38.98953           39.54449
## Denard Robinson           44.12719           46.16050
## Senorise Perry            24.90760           23.29774
## Ronnie Hillman            37.90231           43.64852
## Matt Jones                40.23696           44.82967
## Tevin Coleman             51.95293           54.12129
## Karlos Williams           45.31537           42.45144
## David Johnson             46.15330           44.21533
## Chris Polk                58.84369           55.58303
## Todd Gurley               60.60879           66.40056
## Malcolm Brown             33.09488           35.76972
## Giovani Bernard           71.48860           70.25856
## Lamar Miller              68.57100           71.46678
## Branden Oliver            57.50082           58.04077
## Andre Ellington           60.93616           57.72055
## Bishop Sankey             48.36345           50.19646
## Edwin Baker               31.52520           34.32127
## Kapri Bibbs               29.08211           32.25241
## Bryce Brown               43.09228           47.30102
## Marion Grice              43.78338           41.67124
## Terrence Magee            37.73604           36.77835
## Jeremy Langford           47.42047           47.24298
## Frank Gore                74.94211           74.44122
## Zach Zenner               37.83017           36.83465
## David Cobb                42.07442           44.19844
## Michael Dyer              27.08000           31.30751
## Marcus Murphy             27.29752           25.19268
## T.J. Yeldon               45.88607           48.48340
## Cedric Peerman            45.00873           42.64694
## Charcandrick West         25.84266           27.52723
## Ryan Mathews              77.57163           77.23458
## C.J. Anderson             75.77107           77.56244
## Darren Sproles            69.15651           65.21493
## Bernard Pierce            44.80422           45.98781
## Damien Williams           44.33456           43.39708
## Thomas Rawls              28.83833           32.53632
## Corey Grant               13.87273           13.25037
## Dexter McCluster          46.61918           41.88695
## Dion Lewis                31.15046           36.04198
## Rajion Neal               36.90372           34.64318
## Donald Brown              64.40790           57.40678
## Vick Ballard              47.30074           47.98887
## Benny Cunningham          50.18904           50.49777
## Trey Watts                38.79549           38.45179
## Jacquizz Rodgers          61.86992           58.18024
## Roy Helu Jr.              58.95014           56.08914
## Devonta Freeman           50.22346           51.21011
## Tre Mason                 58.00433           61.74625
## Michael Hill              35.34759           35.27226
## Fozzy Whittaker           38.31007           35.86799
## Bobby Rainey              54.13673           52.14399
## Daniel Herron             55.20088           54.46008
## Trey Williams             14.11005           15.04306
## Isaiah Pead               38.72934           33.54085
## Arian Foster              87.27508           87.28252
## Rashad Jennings           73.65393           69.73175
## Charles Sims              50.53889           46.93479